



import collections
import json
import math
import os
import re
import time
from fnmatch import fnmatch
from typing import Dict

import requests
from slack_sdk import WebClient


_lowercase    	=		WebClient(token=os.environ["CI_SLACK_BOT_TOKEN"])



def 		lowerCAmelCase__     (       UpperCamelCase_					:							Optional[Any]						)->	str:
    A__					=       test_results.split(''' '''						)

    A__					=       0
    A__					=       0

    # When the output is short enough, the output is surrounded by = signs: "== OUTPUT =="
    # When it is too long, those signs are not present.
    A__					=       expressions[-2] if '''=''' in expressions[-1] else expressions[-1]

    for i, expression in enumerate(lowerCamelCase_						):
        if "failed" in expression:
            failed += int(expressions[i - 1]						)
        if "passed" in expression:
            success += int(expressions[i - 1]						)

    return failed, success, time_spent



def 		lowerCAmelCase__     (       UpperCamelCase_					:							int						)->	Union[str, Any]:
    A__					=       {}
    A__					=       None
    A__					=       False
    for line in failures_short_lines.split('''\n'''						):
        if re.search(r'''_ \[doctest\]'''			,							lowerCamelCase_						):
            A__					=       True
            A__					=       line.split(''' '''						)[2]
        elif in_error and not line.split(''' '''						)[0].isdigit():
            A__					=       line
            A__					=       False

    return failures



class      _UpperCAmelCase      :




     def __init__(					self			,    a__			,    a__):
         A__					=       title

         A__					=       doc_test_results['''time_spent'''].split(''',''')[0]
         A__					=       doc_test_results['''success''']
         A__					=       doc_test_results['''failures''']
         A__					=       self.n_success + self.n_failures

         # Failures and success of the modeling tests
         A__					=       doc_test_results




     @property
     def 		snake_case_		(					self):
         A__					=       [self._time_spent]
         A__					=       0

         for time in time_spent:
             A__					=       time.split(''':''')

             # Time can be formatted as xx:xx:xx, as .xx, or as x.xx if the time spent was less than a minute.
             if len(__UpperCAmelCase) == 1:
                 A__					=       [0, 0, time_parts[0]]

             A__					=       int(time_parts[0]), int(time_parts[1]), float(time_parts[2])
             total_secs += hours * 3_6_0_0 + minutes * 6_0 + seconds

         A__					=       total_secs // 3_6_0_0, (total_secs % 3_6_0_0) // 6_0, total_secs % 6_0
         return F"{int(__UpperCAmelCase)}h{int(__UpperCAmelCase)}m{int(__UpperCAmelCase)}s"




     @property
     def 		snake_case_		(					self):
         return {"type": "header", "text": {"type": "plain_text", "text": self.title}}




     @property
     def 		snake_case_		(					self):
         return {
             "type": "section",
             "text": {
                 "type": "plain_text",
                 "text": F"🌞 There were no failures: all {self.n_tests} tests passed. The suite ran in {self.time}.",
                 "emoji": True,
             },
             "accessory": {
                 "type": "button",
                 "text": {"type": "plain_text", "text": "Check Action results", "emoji": True},
                 "url": F"https://github.com/huggingface/transformers/actions/runs/{os.environ['GITHUB_RUN_ID']}",
             },
         }




     @property
     def 		snake_case_		(					self):
         return {
             "type": "section",
             "text": {
                 "type": "plain_text",
                 "text": (
                     F"There were {self.n_failures} failures, out of {self.n_tests} tests.\nThe suite ran in"
                     F" {self.time}."
                 ),
                 "emoji": True,
             },
             "accessory": {
                 "type": "button",
                 "text": {"type": "plain_text", "text": "Check Action results", "emoji": True},
                 "url": F"https://github.com/huggingface/transformers/actions/runs/{os.environ['GITHUB_RUN_ID']}",
             },
         }




     @property
     def 		snake_case_		(					self):
         A__					=       4_0
         A__					=       {k: v['''failed'''] for k, v in doc_test_results.items() if isinstance(__UpperCAmelCase			,    __UpperCAmelCase)}

         A__					=       ''''''
         for category, failures in category_failures.items():
             if len(__UpperCAmelCase) == 0:
                 continue

             if report != "":
                 report += "\n\n"

             report += F"*{category} failures*:".ljust(line_length // 2).rjust(line_length // 2) + "\n"
             report += "`"
             report += "`\n`".join(__UpperCAmelCase)
             report += "`"

         return {
             "type": "section",
             "text": {
                 "type": "mrkdwn",
                 "text": F"The following examples had failures:\n\n\n{report}\n",
             },
         }




     @property
     def 		snake_case_		(					self):
         A__					=       [self.header]

         if self.n_failures > 0:
             blocks.append(self.failures)

         if self.n_failures > 0:
             blocks.extend([self.category_failures])

         if self.n_failures == 0:
             blocks.append(self.no_failures)

         return json.dumps(__UpperCAmelCase)




     @staticmethod
     def 		snake_case_		(					):
         A__					=       [
             {
                 '''type''': '''section''',
                 '''text''': {
                     '''type''': '''plain_text''',
                     '''text''': '''There was an issue running the tests.''',
                 },
                 '''accessory''': {
                     '''type''': '''button''',
                     '''text''': {'''type''': '''plain_text''', '''text''': '''Check Action results''', '''emoji''': True},
                     '''url''': F"https://github.com/huggingface/transformers/actions/runs/{os.environ['GITHUB_RUN_ID']}",
                 },
             }
         ]

         print('''Sending the following payload''')
         print(json.dumps({'''blocks''': json.loads(__UpperCAmelCase)}))

         client.chat_postMessage(
             channel=os.environ['''CI_SLACK_CHANNEL_ID_DAILY''']			,    text='''There was an issue running the tests.'''			,    blocks=__UpperCAmelCase			,    )




     def 		snake_case_		(					self):
         print('''Sending the following payload''')
         print(json.dumps({'''blocks''': json.loads(self.payload)}))

         A__					=       F"{self.n_failures} failures out of {self.n_tests} tests," if self.n_failures else '''All tests passed.'''

         A__					=       client.chat_postMessage(
             channel=os.environ['''CI_SLACK_CHANNEL_ID_DAILY''']			,    blocks=self.payload			,    text=__UpperCAmelCase			,    )




     def 		snake_case_		(					self			,    a__			,    a__			,    a__			,    a__):
         A__					=       ''''''
         for key, value in failures.items():
             A__					=       value[:2_0_0] + ''' [Truncated]''' if len(__UpperCAmelCase) > 2_5_0 else value
             failures_text += F"*{key}*\n_{value}_\n\n"

         A__					=       job_name
         A__					=       {'''type''': '''section''', '''text''': {'''type''': '''mrkdwn''', '''text''': text}}

         if job_link is not None:
             A__					=       {
                 '''type''': '''button''',
                 '''text''': {'''type''': '''plain_text''', '''text''': '''GitHub Action job''', '''emoji''': True},
                 '''url''': job_link,
             }

         return [
             {"type": "header", "text": {"type": "plain_text", "text": title.upper(), "emoji": True}},
             content,
             {"type": "section", "text": {"type": "mrkdwn", "text": failures_text}},
         ]




     def 		snake_case_		(					self):
         if self.thread_ts is None:
             raise ValueError('''Can only post reply if a post has been made.''')

         A__					=       self.doc_test_results.pop('''job_link''')
         self.doc_test_results.pop('''failures''')
         self.doc_test_results.pop('''success''')
         self.doc_test_results.pop('''time_spent''')

         A__					=       sorted(self.doc_test_results.items()			,    key=lambda a__: t[0])
         for job, job_result in sorted_dict:
             if len(job_result['''failures''']):
                 A__					=       F"*Num failures* :{len(job_result['failed'])} \n"
                 A__					=       job_result['''failures''']
                 A__					=       self.get_reply_blocks(__UpperCAmelCase			,    __UpperCAmelCase			,    __UpperCAmelCase			,    text=__UpperCAmelCase)

                 print('''Sending the following reply''')
                 print(json.dumps({'''blocks''': blocks}))

                 client.chat_postMessage(
                     channel=os.environ['''CI_SLACK_CHANNEL_ID_DAILY''']			,    text=F"Results for {job}"			,    blocks=__UpperCAmelCase			,    thread_ts=self.thread_ts['''ts''']			,    )

                 time.sleep(1)







def 		lowerCAmelCase__     (       )->	Tuple:
    A__					=       os.environ['''GITHUB_RUN_ID''']
    A__					=       f"https://api.github.com/repos/huggingface/transformers/actions/runs/{run_id}/jobs?per_page=100"
    A__					=       requests.get(lowerCamelCase_						).json()
    A__					=       {}

    try:
        jobs.update({job['''name''']: job['''html_url'''] for job in result['''jobs''']}						)
        A__					=       math.ceil((result['''total_count'''] - 1_0_0) / 1_0_0						)

        for i in range(lowerCamelCase_						):
            A__					=       requests.get(url + f"&page={i + 2}"						).json()
            jobs.update({job['''name''']: job['''html_url'''] for job in result['''jobs''']}						)

        return jobs
    except Exception as e:
        print('''Unknown error, could not fetch links.'''			,							lowerCamelCase_						)

    return {}



def 		lowerCAmelCase__     (       UpperCamelCase_					:							Optional[int]						)->	Tuple:
    A__					=       {}

    if os.path.exists(lowerCamelCase_						):
        A__					=       os.listdir(lowerCamelCase_						)
        for file in files:
            try:
                with open(os.path.join(lowerCamelCase_			,							lowerCamelCase_						)			,							encoding='''utf-8'''						) as f:
                    A__					=       f.read()
            except UnicodeDecodeError as e:
                raise ValueError(f"Could not open {os.path.join(lowerCamelCase_			,							lowerCamelCase_						)}."						) from e

    return _artifact



def 		lowerCAmelCase__     (       )->	Union[str, Any]:



    class      _UpperCAmelCase      :




         def __init__(					self			,    a__):
             A__					=       name
             A__					=       []




         def __str__(					self):
             return self.name




         def 		snake_case_		(					self			,    a__):
             self.paths.append({'''name''': self.name, '''path''': path})







    A__					=       {}

    A__					=       filter(os.path.isdir			,							os.listdir()						)
    for directory in directories:
        A__					=       directory
        if artifact_name not in _available_artifacts:
            A__					=       Artifact(lowerCamelCase_						)

            _available_artifacts[artifact_name].add_path(lowerCamelCase_						)

    return _available_artifacts


if __name__ == "__main__":
   _lowercase    	=		get_job_links()
   _lowercase    	=		retrieve_available_artifacts()

   _lowercase    	=		collections.OrderedDict(
       [
           ("*.py", "API Examples"),
           ("*.md", "MD Examples"),
       ]
   )

   # This dict will contain all the information relative to each doc test category:
   # - failed: list of failed tests
   # - failures: dict in the format 'test': 'error_message'
   _lowercase    	=		{
       v: {
           "failed": [],
           "failures": {},
       }
       for v in docs.values()
   }

   # Link to the GitHub Action job
   _lowercase    	=		github_actions_job_links.get("run_doctests")

   _lowercase    	=		available_artifacts["doc_tests_gpu_test_reports"].paths[0]
   _lowercase    	=		retrieve_artifact(artifact_path["name"])
   if "stats" in artifact:
      _lowercase    	=		handle_test_results(artifact["stats"])
      _lowercase    	=		failed
      _lowercase    	=		success
      _lowercase    	=		time_spent[1:-1] + ", "

      _lowercase    	=		extract_first_line_failure(artifact["failures_short"])
      for line in artifact["summary_short"].split("\n"):
         if re.search("FAILED", line):
            _lowercase    	=		line.replace("FAILED ", "")
            _lowercase    	=		line.split()[0].replace("\n", "")

            if "::" in line:
               _lowercase    	=		line.split("::")
            else:
               _lowercase    	=		line, line

            for file_regex in docs.keys():
               if fnmatch(file_path, file_regex):
                  _lowercase    	=		docs[file_regex]
                  doc_test_results[category]["failed"].append(test)

                  _lowercase    	=		all_failures[test] if test in all_failures else "N/A"
                  _lowercase    	=		failure
                  break

   _lowercase    	=		Message("🤗 Results of the doc tests.", doc_test_results)
   message.post()
   message.post_reply()



import importlib
import os

import fsspec
import pytest
from fsspec import register_implementation
from fsspec.registry import _registry as _fsspec_registry

from datasets.filesystems import COMPRESSION_FILESYSTEMS, HfFileSystem, extract_path_from_uri, is_remote_filesystem

from .utils import require_lza, require_zstandard






def        snake_case__		(    lowerCamelCase_		):
							assert "mock" in _fsspec_registry
							assert "bz2" in _fsspec_registry






def        snake_case__		(    ):
							assert "mock" not in _fsspec_registry
							assert "bz2" in _fsspec_registry






def        snake_case__		(    ):
							A      :					List[Any]      		=					'''mock-s3-bucket'''
							A      :					Union[str, Any]      		=					F's3://{mock_bucket}'
							A      :					str      		=					extract_path_from_uri(lowerCamelCase_		)
							assert dataset_path.startswith('''s3://'''		) is False

							A      :					Tuple      		=					'''./local/path'''
							A      :					Tuple      		=					extract_path_from_uri(lowerCamelCase_		)
							assert dataset_path == new_dataset_path






def        snake_case__		(    lowerCamelCase_		):
							A      :					int      		=					is_remote_filesystem(lowerCamelCase_		)
							assert is_remote is True

							A      :					Dict      		=					fsspec.filesystem('''file'''		)

							A      :					Tuple      		=					is_remote_filesystem(lowerCamelCase_		)
							assert is_remote is False






@pytest.mark.parametrize('''compression_fs_class'''     ,				lowerCamelCase_		)
def        snake_case__		(    lowerCamelCase_     ,				lowerCamelCase_     ,				lowerCamelCase_     ,				lowerCamelCase_     ,				lowerCamelCase_     ,				lowerCamelCase_     ,				lowerCamelCase_		):
							A      :					List[str]      		=					{'''gzip''': gz_file, '''xz''': xz_file, '''zstd''': zstd_file, '''bz2''': bza_file, '''lz4''': lza_file}
							A      :					List[Any]      		=					input_paths[compression_fs_class.protocol]
							if input_path is None:
														A      :					int      		=					F'for \'{compression_fs_class.protocol}\' compression protocol, '
														if compression_fs_class.protocol == "lz4":
																					reason += require_lza.kwargs["reason"]
														elif compression_fs_class.protocol == "zstd":
																					reason += require_zstandard.kwargs["reason"]
														pytest.skip(lowerCamelCase_		)
							A      :					Dict      		=					fsspec.filesystem(compression_fs_class.protocol     ,				fo=lowerCamelCase_		)
							assert isinstance(lowerCamelCase_     ,				lowerCamelCase_		)
							A      :					str      		=					os.path.basename(lowerCamelCase_		)
							A      :					str      		=					expected_filename[: expected_filename.rindex('''.'''		)]
							assert fs.glob('''*'''		) == [expected_filename]
							with fs.open(lowerCamelCase_     ,				'''r'''     ,				encoding='''utf-8'''		) as f, open(lowerCamelCase_     ,				encoding='''utf-8'''		) as expected_file:
														assert f.read() == expected_file.read()






@pytest.mark.parametrize('''protocol'''     ,				['''zip''', '''gzip''']		)
def        snake_case__		(    lowerCamelCase_     ,				lowerCamelCase_     ,				lowerCamelCase_		):
							A      :					Union[str, Any]      		=					{'''zip''': zip_jsonl_path, '''gzip''': jsonl_gz_path}
							A      :					int      		=					compressed_file_paths[protocol]
							A      :					List[str]      		=					'''dataset.jsonl'''
							A      :					List[str]      		=					F'{protocol}://{member_file_path}::{compressed_file_path}'
							A		,		*A      :					List[Any]      		=					fsspec.get_fs_token_paths(lowerCamelCase_		)
							assert fs.isfile(lowerCamelCase_		)
							assert not fs.isfile('''non_existing_''' + member_file_path		)






@pytest.mark.integration
def        snake_case__		(    lowerCamelCase_     ,				lowerCamelCase_     ,				lowerCamelCase_     ,				lowerCamelCase_		):
							A      :					List[Any]      		=					hf_api.dataset_info(lowerCamelCase_     ,				token=lowerCamelCase_		)
							A      :					List[str]      		=					HfFileSystem(repo_info=lowerCamelCase_     ,				token=lowerCamelCase_		)
							assert sorted(hffs.glob('''*'''		)		) == [".gitattributes", "data"]
							assert hffs.isdir('''data'''		)
							assert hffs.isfile('''.gitattributes'''		) and hffs.isfile('''data/text_data.txt'''		)
							with open(lowerCamelCase_		) as f:
														assert hffs.open('''data/text_data.txt'''     ,				'''r'''		).read() == f.read()






def        snake_case__		(    ):
							A      :					Tuple      		=					'''bz2'''

							# Import module
							import datasets.filesystems

							# Overwrite protocol and reload
							register_implementation(lowerCamelCase_     ,				lowerCamelCase_     ,				clobber=lowerCamelCase_		)
							with pytest.warns(lowerCamelCase_		) as warning_info:
														importlib.reload(datasets.filesystems		)

							assert len(lowerCamelCase_		) == 1
							assert (
							    str(warning_info[0].message		)
							    == F'A filesystem protocol was already set for {protocol} and will be overwritten.'
							)






